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Maonan Wang · Zhengyan Huang · Kemou Jiang · Yuhang Fu · Jiayue Zhu · Yuxin Cai · Xingchen Zou · Qiaosheng Zhang · Yi Yu · Ding Wang · XI CHEN · Ben Chen · Yuxuan Liang · Zhiyong Cui · Man On Pun · Yirong Chen
Xingchen Zou · Yuhao Yang · Zheng Chen · Xixuan Hao · Yiqi Chen · Chao Huang · Yuxuan Liang
We introduce Traffic-R1, a 3B-parameter foundation model with human-like reasoning for Traffic signal control (TSC), developed via self-exploration and iterative reinforcement of LLM with expert guidance in a simulated traffic environment. Compared with traditional reinforcement learning and rece...